Morgan Kaufmann Series In Data Management Systems

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Data Mining: Concepts and Techniques

Jiawei Han,Micheline Kamber,Jian Pei

Author : Jiawei Han,Micheline Kamber,Jian Pei
Publisher : Elsevier
Page : 740 pages
File Size : 43,8 Mb
Release : 2011-06-09
Category : Computers
ISBN : 9780123814807

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Data Mining: Concepts and Techniques by Jiawei Han,Micheline Kamber,Jian Pei Pdf

Data Mining: Concepts and Techniques provides the concepts and techniques in processing gathered data or information, which will be used in various applications. Specifically, it explains data mining and the tools used in discovering knowledge from the collected data. This book is referred as the knowledge discovery from data (KDD). It focuses on the feasibility, usefulness, effectiveness, and scalability of techniques of large data sets. After describing data mining, this edition explains the methods of knowing, preprocessing, processing, and warehousing data. It then presents information about data warehouses, online analytical processing (OLAP), and data cube technology. Then, the methods involved in mining frequent patterns, associations, and correlations for large data sets are described. The book details the methods for data classification and introduces the concepts and methods for data clustering. The remaining chapters discuss the outlier detection and the trends, applications, and research frontiers in data mining. This book is intended for Computer Science students, application developers, business professionals, and researchers who seek information on data mining. Presents dozens of algorithms and implementation examples, all in pseudo-code and suitable for use in real-world, large-scale data mining projects Addresses advanced topics such as mining object-relational databases, spatial databases, multimedia databases, time-series databases, text databases, the World Wide Web, and applications in several fields Provides a comprehensive, practical look at the concepts and techniques you need to get the most out of your data

Management of Heterogeneous and Autonomous Database Systems

Ahmed K. Elmagarmid,Marek Rusinkiewicz,Amit Sheth

Author : Ahmed K. Elmagarmid,Marek Rusinkiewicz,Amit Sheth
Publisher : Morgan Kaufmann
Page : 440 pages
File Size : 48,9 Mb
Release : 1999
Category : Computers
ISBN : 155860216X

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Management of Heterogeneous and Autonomous Database Systems by Ahmed K. Elmagarmid,Marek Rusinkiewicz,Amit Sheth Pdf

An Overview of Multidatabase Systems: Past and Present / Athman Bouguettaya, Boualem Benatallah, Ahmed Elmagarmid / - Local Autonomy and Its Effects on Multidatabase Systems / Ahmed Elmagarmid, Weimin Du, Rafi Ahmed / - Semantic Similarities Between Objects in Multiple Databases / Vipul Kashyap, Amit Sheth / - Resolution of Representational Diversity in Multidatabase Systems / Joachim Hammer, Dennis McLeod / - Schema Integration: Past, Present, and Future / Sudha Ram, V. Ramesh / - Schema and Language Translation / Bogdan Czejdo, Le Gruenwald / - Multidatabase Languages / Paolo Missier, Marek Rusinkiewicz, W. Jin / - Interdependent Database Systems / George Karabatis, Marek Rusinkiewicz, Amit Sheth / - Correctness Criteria and Concurrency Control / Panos K. Chrysanthis, Krithi Ramamritham / - Transaction Management in Multidatabase Systems: Current Technologies and Formalisms / Ken Barker, Ahmed Elmagarmid / - Transaction-Based Recovery / Jari Veijalainen. ...

Joe Celko's Analytics and OLAP in SQL

Joe Celko

Author : Joe Celko
Publisher : Elsevier
Page : 205 pages
File Size : 43,8 Mb
Release : 2010-07-26
Category : Computers
ISBN : 9780080495934

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Joe Celko's Analytics and OLAP in SQL by Joe Celko Pdf

Joe Celko's Analytics and OLAP in SQL is the first book that teaches what SQL programmers need in order to successfully make the transition from On-Line Transaction Processing (OLTP) systems into the world of On-Line Analytical Processing (OLAP). This book is not an in-depth look at particular subjects, but an overview of many subjects that will give the working RDBMS programmers a map of the terra incognita they will face — if they want to grow. It contains expert advice from a noted SQL authority and award-winning columnist, who has given ten years of service to the ANSI SQL standards committee and many more years of dependable help to readers of online forums. It offers real-world insights and lots of practical examples. It covers the OLAP extensions in SQL-99; ETL tools, OLAP features supported in DBMSs, other query tools, simple reports, and statistical software. This book is ideal for experienced SQL programmers who have worked with OLTP systems who need to learn techniques—and even some tricks—that they can use in an OLAP situation. Expert advice from a noted SQL authority and award-winning columnist, who has given ten years of service to the ANSI SQL standards committee and many more years of dependable help to readers of online forums First book that teaches what SQL programmers need in order to successfully make the transition from transactional systems (OLTP) into the world of data warehouse data and OLAP Offers real-world insights and lots of practical examples Covers the OLAP extensions in SQL-99; ETL tools, OLAP features supported in DBMSs, other query tools, simple reports, and statistical software

Advanced Database Systems

Carlo Zaniolo

Author : Carlo Zaniolo
Publisher : Morgan Kaufmann
Page : 596 pages
File Size : 46,8 Mb
Release : 1997-05
Category : Computers
ISBN : 155860443X

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Advanced Database Systems by Carlo Zaniolo Pdf

The database field has experienced a rapid and incessant growth since the development of relational databases. The progress in database systems and applications has produced a diverse landscape of specialized technology areas that have often become the exclusive domain of research specialists. Examples include active databases, temporal databases, object-oriented databases, deductive databases, imprecise reasoning and queries, and multimedia information systems. This book provides a systematic introduction to and an in-depth treatment of these advanced database areas. It supplies practitioners and researchers with authoritative coverage of recent technological advances that are shaping the future of commercial database systems and intelligent information systems. Advanced Database Systems was written by a team of six leading specialists who have made significant contributions to the development of the technology areas covered in the book. Benefiting from the authors' long experience teaching graduate and professional courses, this book is designed to provide a gradual introduction to advanced research topics and includes many examples and exercises to support its use for individual study, desk reference, and graduate classroom teaching.

Business Modeling and Data Mining

Dorian Pyle

Author : Dorian Pyle
Publisher : Elsevier
Page : 650 pages
File Size : 48,8 Mb
Release : 2003-05-17
Category : Computers
ISBN : 9780080500454

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Business Modeling and Data Mining by Dorian Pyle Pdf

Business Modeling and Data Mining demonstrates how real world business problems can be formulated so that data mining can answer them. The concepts and techniques presented in this book are the essential building blocks in understanding what models are and how they can be used practically to reveal hidden assumptions and needs, determine problems, discover data, determine costs, and explore the whole domain of the problem. This book articulately explains how to understand both the strategic and tactical aspects of any business problem, identify where the key leverage points are and determine where quantitative techniques of analysis -- such as data mining -- can yield most benefit. It addresses techniques for discovering how to turn colloquial expression and vague descriptions of a business problem first into qualitative models and then into well-defined quantitative models (using data mining) that can then be used to find a solution. The book completes the process by illustrating how these findings from data mining can be turned into strategic or tactical implementations. · Teaches how to discover, construct and refine models that are useful in business situations · Teaches how to design, discover and develop the data necessary for mining · Provides a practical approach to mining data for all business situations · Provides a comprehensive, easy-to-use, fully interactive methodology for building models and mining data · Provides pointers to supplemental online resources, including a downloadable version of the methodology and software tools.

Information Modeling and Relational Databases

Terry Halpin

Author : Terry Halpin
Publisher : Elsevier
Page : 792 pages
File Size : 50,6 Mb
Release : 2001-04-17
Category : Computers
ISBN : 9780080508665

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Information Modeling and Relational Databases by Terry Halpin Pdf

Information Modeling and Relational Databases provides an introduction to ORM (Object Role Modeling)-and much more. In fact, it's the only book to go beyond introductory coverage and provide all of the in-depth instruction you need to transform knowledge from domain experts into a sound database design.Inside, ORM authority Terry Halpin blends conceptual information with practical instruction that will let you begin using ORM effectively as soon as possible. Supported by examples, exercises, and useful background information, his step-by-step approach teaches you to develop a natural-language-based ORM model and then, where needed, abstract ER and UML models from it. This book will quickly make you proficient in the modeling technique that is proving vital to the development of accurate and efficient databases that best meet real business objectives. The most in-depth coverage of Object Role Modeling available anywhere-written by a pioneer in the development of ORM. Provides additional coverage of Entity Relationship (ER) modeling and the Unified Modeling Language-all from an ORM perspective. Intended for anyone with a stake in the accuracy and efficacy of databases: systems analysts, information modelers, database designers and administrators, instructors, managers, and programmers. Explains and illustrates required concepts from mathematics and set theory.

Managing Reference Data in Enterprise Databases

Malcolm Chisholm

Author : Malcolm Chisholm
Publisher : Morgan Kaufmann
Page : 412 pages
File Size : 53,7 Mb
Release : 2001
Category : Computers
ISBN : 1558606971

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Managing Reference Data in Enterprise Databases by Malcolm Chisholm Pdf

"This is a great book! I have to admit I wasn't enthusiastic about the idea of a book with such a narrow topic initially, but, frankly, it's the first professional book I've read page to page in one sitting in a long time. It should be of interest to DBAs, data architects and modelers, programmers who have to write database programs, and yes, even managers. This book is a winner." - Karen Watterson, Editor SQL Server Professional "Malcolm Chisholm has produced a very readable book. It is well-written and with excellent examples. It will, I am sure, become the Reference Book on Reference Data." - Clive Finkelstein, "Father" of Information Engineering, Managing Director, Information Engineering Services Pty Ltd Reference data plays a key role in your business databases and must be free from defects of any kind. So why is it so hard to find information on this critical topic? Recognizing the dangers of taking reference data for granted, Managing Reference Data in Enterprise Databases gives you precisely what you've been seeking: A complete guide to the implementation and management of reference data of all kinds. This book begins with a thorough definition of reference data, then proceeds with a detailed examination of all reference data issues, fully describing uses, common difficulties, and practical solutions. Whether you're a database manager, architect, administrator, programmer, or analyst, be sure to keep this easy-to-use reference close at hand. Features Solves special challenges associated with maintaining reference data. Addresses a wide range of reference data issues, including acronyms, redundancy, mapping, life cycles, multiple languages, and querying. Describes how reference data interacts with other system components, what problems can arise, and how to mitigate these problems. Offers examples of standard reference data types and matrices for evaluating management methods. Provides a number of standard reference data tables and more specialized material to help you deal with reference data, via a companion Web site

Readings in Database Systems

Joseph M. Hellerstein,Michael Stonebraker

Author : Joseph M. Hellerstein,Michael Stonebraker
Publisher : MIT Press
Page : 884 pages
File Size : 53,9 Mb
Release : 2005
Category : Computers
ISBN : 0262693143

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Readings in Database Systems by Joseph M. Hellerstein,Michael Stonebraker Pdf

The latest edition of a popular text and reference on database research, with substantial new material and revision; covers classical literature and recent hot topics. Lessons from database research have been applied in academic fields ranging from bioinformatics to next-generation Internet architecture and in industrial uses including Web-based e-commerce and search engines. The core ideas in the field have become increasingly influential. This text provides both students and professionals with a grounding in database research and a technical context for understanding recent innovations in the field. The readings included treat the most important issues in the database area--the basic material for any DBMS professional. This fourth edition has been substantially updated and revised, with 21 of the 48 papers new to the edition, four of them published for the first time. Many of the sections have been newly organized, and each section includes a new or substantially revised introduction that discusses the context, motivation, and controversies in a particular area, placing it in the broader perspective of database research. Two introductory articles, never before published, provide an organized, current introduction to basic knowledge of the field; one discusses the history of data models and query languages and the other offers an architectural overview of a database system. The remaining articles range from the classical literature on database research to treatments of current hot topics, including a paper on search engine architecture and a paper on application servers, both written expressly for this edition. The result is a collection of papers that are seminal and also accessible to a reader who has a basic familiarity with database systems.

Predictive Data Mining

Sholom M. Weiss,Nitin Indurkhya

Author : Sholom M. Weiss,Nitin Indurkhya
Publisher : Morgan Kaufmann
Page : 244 pages
File Size : 54,6 Mb
Release : 1998
Category : Computers
ISBN : 1558604030

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Predictive Data Mining by Sholom M. Weiss,Nitin Indurkhya Pdf

This book is the first technical guide to provide a complete, generalized road map for developing data-mining applications, together with advice on performing these large-scale, open-ended analyses for real-world data warehouses.

Data Preparation for Data Mining Using SAS

Mamdouh Refaat

Author : Mamdouh Refaat
Publisher : Elsevier
Page : 424 pages
File Size : 50,9 Mb
Release : 2010-07-27
Category : Computers
ISBN : 0080491006

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Data Preparation for Data Mining Using SAS by Mamdouh Refaat Pdf

Are you a data mining analyst, who spends up to 80% of your time assuring data quality, then preparing that data for developing and deploying predictive models? And do you find lots of literature on data mining theory and concepts, but when it comes to practical advice on developing good mining views find little “how to information? And are you, like most analysts, preparing the data in SAS? This book is intended to fill this gap as your source of practical recipes. It introduces a framework for the process of data preparation for data mining, and presents the detailed implementation of each step in SAS. In addition, business applications of data mining modeling require you to deal with a large number of variables, typically hundreds if not thousands. Therefore, the book devotes several chapters to the methods of data transformation and variable selection. A complete framework for the data preparation process, including implementation details for each step. The complete SAS implementation code, which is readily usable by professional analysts and data miners. A unique and comprehensive approach for the treatment of missing values, optimal binning, and cardinality reduction. Assumes minimal proficiency in SAS and includes a quick-start chapter on writing SAS macros.

Component Database Systems

Klaus R. Dittrich,Andreas Geppert

Author : Klaus R. Dittrich,Andreas Geppert
Publisher : Morgan Kaufmann Publishers
Page : 294 pages
File Size : 54,5 Mb
Release : 2000-10
Category : Computers
ISBN : 1493303597

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Component Database Systems by Klaus R. Dittrich,Andreas Geppert Pdf

"Component Database Systems" is a collection of invited chapters by the researchers making the most influential contributions in the database industry's trend toward componentization This book represents the sometimes-divergent, sometimes-convergent approaches taken by leading database vendors as they seek to establish commercially viable componentization strategies. Together, these contributions form the first book devoted entirely to the technical and architectural design of component-based database systems. In addition to detailing the current state of their research, the authors also take up many of the issues affecting the likely future directions of component databases. If you have a stake in the evolution of any of today's leading database systems, this book will make fascinating reading. It will also help prepare you for the technology that is likely to become widely available over the next several years. * Is comprised of contributions from the field's most highly respected researchers, including key figures at IBM, Oracle, Informix, Microsoft, and POET. * Represents the entire spectrum of approaches taken by leading software companies working on DBMS componentization strategies. * Covers component-focused architectures, methods for hooking components into an overall system, and support for component development. * Examines the component technologies that are most valuable to Web-based and multimedia databases. * Presents a thorough classification and overview of component database systems.

Joe Celko's Data and Databases

Joe Celko

Author : Joe Celko
Publisher : Morgan Kaufmann
Page : 404 pages
File Size : 49,8 Mb
Release : 1999-08-10
Category : Computers
ISBN : 1558604324

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Joe Celko's Data and Databases by Joe Celko Pdf

This text covers basic database concepts to provide a conceptual understanding of data and databases necessary for database design and development.

Data Mining

Ian H. Witten,Eibe Frank,Mark A. Hall

Author : Ian H. Witten,Eibe Frank,Mark A. Hall
Publisher : Elsevier
Page : 665 pages
File Size : 42,9 Mb
Release : 2011-02-03
Category : Computers
ISBN : 9780080890364

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Data Mining by Ian H. Witten,Eibe Frank,Mark A. Hall Pdf

Data Mining: Practical Machine Learning Tools and Techniques, Third Edition, offers a thorough grounding in machine learning concepts as well as practical advice on applying machine learning tools and techniques in real-world data mining situations. This highly anticipated third edition of the most acclaimed work on data mining and machine learning will teach you everything you need to know about preparing inputs, interpreting outputs, evaluating results, and the algorithmic methods at the heart of successful data mining. Thorough updates reflect the technical changes and modernizations that have taken place in the field since the last edition, including new material on Data Transformations, Ensemble Learning, Massive Data Sets, Multi-instance Learning, plus a new version of the popular Weka machine learning software developed by the authors. Witten, Frank, and Hall include both tried-and-true techniques of today as well as methods at the leading edge of contemporary research. The book is targeted at information systems practitioners, programmers, consultants, developers, information technology managers, specification writers, data analysts, data modelers, database R&D professionals, data warehouse engineers, data mining professionals. The book will also be useful for professors and students of upper-level undergraduate and graduate-level data mining and machine learning courses who want to incorporate data mining as part of their data management knowledge base and expertise. Provides a thorough grounding in machine learning concepts as well as practical advice on applying the tools and techniques to your data mining projects Offers concrete tips and techniques for performance improvement that work by transforming the input or output in machine learning methods Includes downloadable Weka software toolkit, a collection of machine learning algorithms for data mining tasks—in an updated, interactive interface. Algorithms in toolkit cover: data pre-processing, classification, regression, clustering, association rules, visualization

Data Preparation for Data Mining

Dorian Pyle

Author : Dorian Pyle
Publisher : Morgan Kaufmann
Page : 566 pages
File Size : 44,6 Mb
Release : 1999-03-22
Category : Computers
ISBN : 1558605290

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Data Preparation for Data Mining by Dorian Pyle Pdf

This book focuses on the importance of clean, well-structured data as the first step to successful data mining. It shows how data should be prepared prior to mining in order to maximize mining performance.

Moving Objects Databases

Ralf Hartmut Güting,Markus Schneider

Author : Ralf Hartmut Güting,Markus Schneider
Publisher : Academic Press
Page : 414 pages
File Size : 45,6 Mb
Release : 2005-08-23
Category : Computers
ISBN : 9780120887996

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Moving Objects Databases by Ralf Hartmut Güting,Markus Schneider Pdf

First uniform treatment of moving objects databases, the technology that supports GPS and RFID data analysis.

Morgan Kaufmann Series In Data Management Systems

Data Mining: Concepts and Techniques by Jiawei Han,Micheline Kamber,Jian Pei Pdf

Management of Heterogeneous and Autonomous Database Systems by Ahmed K. Elmagarmid,Marek Rusinkiewicz,Amit Sheth Pdf

Joe Celko's Analytics and OLAP in SQL by Joe Celko Pdf

Advanced Database Systems by Carlo Zaniolo Pdf

Business Modeling and Data Mining by Dorian Pyle Pdf

Information Modeling and Relational Databases by Terry Halpin Pdf

Managing Reference Data in Enterprise Databases by Malcolm Chisholm Pdf

Readings in Database Systems by Joseph M. Hellerstein,Michael Stonebraker Pdf

Predictive Data Mining by Sholom M. Weiss,Nitin Indurkhya Pdf

Data Preparation for Data Mining Using SAS by Mamdouh Refaat Pdf

Component Database Systems by Klaus R. Dittrich,Andreas Geppert Pdf

Joe Celko's Data and Databases by Joe Celko Pdf

Data Mining by Ian H. Witten,Eibe Frank,Mark A. Hall Pdf

Data Preparation for Data Mining by Dorian Pyle Pdf

Moving Objects Databases by Ralf Hartmut Güting,Markus Schneider Pdf

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